Dataset statistics
| Number of variables | 40 |
|---|---|
| Number of observations | 30236 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 27 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 9.2 MiB |
| Average record size in memory | 320.0 B |
Variable types
| BOOL | 20 |
|---|---|
| NUM | 17 |
| CAT | 3 |
Reproduction
| Analysis started | 2020-06-05 16:54:48.628481 |
|---|---|
| Analysis finished | 2020-06-05 16:55:41.352401 |
| Duration | 52.72 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Dataset has 27 (0.1%) duplicate rows | Duplicates |
Number_of_announced_NLRI_prefixes is highly correlated with Number_of_announcements and 1 other fields | High correlation |
Number_of_announcements is highly correlated with Number_of_announced_NLRI_prefixes and 2 other fields | High correlation |
Average_edit_distance is highly correlated with Maximum_AS-path_length | High correlation |
Maximum_AS-path_length is highly correlated with Average_edit_distance | High correlation |
Maximum_AS-path_length_10 is highly correlated with Maximum_edit_distance_7 | High correlation |
Maximum_edit_distance_7 is highly correlated with Maximum_AS-path_length_10 | High correlation |
Maximum_AS-path_length_11 is highly correlated with Maximum_edit_distance_8 | High correlation |
Maximum_edit_distance_8 is highly correlated with Maximum_AS-path_length_11 | High correlation |
Maximum_AS-path_length_12 is highly correlated with Maximum_edit_distance_9 | High correlation |
Maximum_edit_distance_9 is highly correlated with Maximum_AS-path_length_12 | High correlation |
Maximum_AS-path_length_13 is highly correlated with Maximum_edit_distance_10 | High correlation |
Maximum_edit_distance_10 is highly correlated with Maximum_AS-path_length_13 | High correlation |
Maximum_AS-path_length_14 is highly correlated with Maximum_edit_distance_11 | High correlation |
Maximum_edit_distance_11 is highly correlated with Maximum_AS-path_length_14 | High correlation |
Maximum_AS-path_length_15 is highly correlated with Maximum_edit_distance_12 | High correlation |
Maximum_edit_distance_12 is highly correlated with Maximum_AS-path_length_15 | High correlation |
Number_of_Interior_Gateway_Protocol_IGP_packets is highly correlated with Number_of_announcements and 1 other fields | High correlation |
Number_of_incomplete_packets is highly correlated with Number_of_announcements | High correlation |
type is highly correlated with Anomalous | High correlation |
Anomalous is highly correlated with type | High correlation |
Number_of_announcements is highly skewed (γ1 = 37.09375492) | Skewed |
Number_of_withdrawals is highly skewed (γ1 = 55.31501153) | Skewed |
Number_of_announced_NLRI_prefixes is highly skewed (γ1 = 29.32843764) | Skewed |
Number_of_withdrawn_NLRI_prefixes is highly skewed (γ1 = 76.1167729) | Skewed |
Number_of_implicit_withdrawals is highly skewed (γ1 = 21.9828425) | Skewed |
Number_of_Interior_Gateway_Protocol_IGP_packets is highly skewed (γ1 = 35.34201326) | Skewed |
Number_of_Exterior_Gateway_Protocol_EGP_packets is highly skewed (γ1 = 42.67050751) | Skewed |
Number_of_incomplete_packets is highly skewed (γ1 = 37.74118142) | Skewed |
Number_of_duplicate_announcements has 3191 (10.6%) zeros | Zeros |
Number_of_implicit_withdrawals has 4576 (15.1%) zeros | Zeros |
Number_of_Exterior_Gateway_Protocol_EGP_packets has 27309 (90.3%) zeros | Zeros |
Number_of_incomplete_packets has 2446 (8.1%) zeros | Zeros |
| Distinct count | 939 |
|---|---|
| Unique (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 131.802950125678 |
|---|---|
| Minimum | 5 |
| Maximum | 24122 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 52 |
| median | 81 |
| Q3 | 143 |
| 95-th percentile | 309 |
| Maximum | 24122 |
| Range | 24117 |
| Interquartile range (IQR) | 91 |
Descriptive statistics
| Standard deviation | 382.2452394 |
|---|---|
| Coefficient of variation (CV) | 2.900126583 |
| Kurtosis | 1874.825962 |
| Mean | 131.8029501 |
| Median Absolute Deviation (MAD) | 36 |
| Skewness | 37.09375492 |
| Sum | 3985194 |
| Variance | 146111.4231 |
| Value | Count | Frequency (%) | |
| 50 | 360 | 1.2% | |
| 49 | 334 | 1.1% | |
| 58 | 331 | 1.1% | |
| 52 | 328 | 1.1% | |
| 59 | 322 | 1.1% | |
| 46 | 322 | 1.1% | |
| 57 | 318 | 1.1% | |
| 54 | 317 | 1.0% | |
| 42 | 317 | 1.0% | |
| 45 | 314 | 1.0% | |
| Other values (929) | 26973 | 89.2% |
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 9 | 4 | < 0.1% | |
| 10 | 7 | < 0.1% |
| Value | Count | Frequency (%) | |
| 24122 | 1 | < 0.1% | |
| 23656 | 1 | < 0.1% | |
| 22261 | 1 | < 0.1% | |
| 19336 | 1 | < 0.1% | |
| 14996 | 1 | < 0.1% |
| Distinct count | 44 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3932067733827225 |
|---|---|
| Minimum | 0 |
| Maximum | 675 |
| Zeros | 26 |
| Zeros (%) | 0.1% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 15 |
| Maximum | 675 |
| Range | 675 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 7.74733755 |
|---|---|
| Coefficient of variation (CV) | 1.047899482 |
| Kurtosis | 4201.011117 |
| Mean | 7.393206773 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 55.31501153 |
| Sum | 223541 |
| Variance | 60.02123912 |
| Value | Count | Frequency (%) | |
| 6 | 5906 | 19.5% | |
| 5 | 4955 | 16.4% | |
| 7 | 4141 | 13.7% | |
| 4 | 3260 | 10.8% | |
| 8 | 2352 | 7.8% | |
| 3 | 1509 | 5.0% | |
| 9 | 1120 | 3.7% | |
| 11 | 1004 | 3.3% | |
| 12 | 975 | 3.2% | |
| 10 | 890 | 2.9% | |
| Other values (34) | 4124 | 13.6% |
| Value | Count | Frequency (%) | |
| 0 | 26 | 0.1% | |
| 1 | 137 | 0.5% | |
| 2 | 533 | 1.8% | |
| 3 | 1509 | 5.0% | |
| 4 | 3260 | 10.8% |
| Value | Count | Frequency (%) | |
| 675 | 1 | < 0.1% | |
| 647 | 1 | < 0.1% | |
| 510 | 1 | < 0.1% | |
| 351 | 1 | < 0.1% | |
| 329 | 1 | < 0.1% |
| Distinct count | 2259 |
|---|---|
| Unique (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 411.5626405609208 |
|---|---|
| Minimum | 6 |
| Maximum | 78495 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 52 |
| Q1 | 111 |
| median | 214 |
| Q3 | 414 |
| 95-th percentile | 1155.25 |
| Maximum | 78495 |
| Range | 78489 |
| Interquartile range (IQR) | 303 |
Descriptive statistics
| Standard deviation | 1272.639343 |
|---|---|
| Coefficient of variation (CV) | 3.092212989 |
| Kurtosis | 1275.875448 |
| Mean | 411.5626406 |
| Median Absolute Deviation (MAD) | 123 |
| Skewness | 29.32843764 |
| Sum | 12444008 |
| Variance | 1619610.897 |
| Value | Count | Frequency (%) | |
| 100 | 132 | 0.4% | |
| 88 | 120 | 0.4% | |
| 108 | 119 | 0.4% | |
| 74 | 118 | 0.4% | |
| 86 | 115 | 0.4% | |
| 99 | 115 | 0.4% | |
| 95 | 113 | 0.4% | |
| 106 | 113 | 0.4% | |
| 60 | 113 | 0.4% | |
| 80 | 112 | 0.4% | |
| Other values (2249) | 29066 | 96.1% |
| Value | Count | Frequency (%) | |
| 6 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% | |
| 13 | 4 | < 0.1% | |
| 14 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 78495 | 1 | < 0.1% | |
| 66621 | 1 | < 0.1% | |
| 63283 | 1 | < 0.1% | |
| 56165 | 1 | < 0.1% | |
| 41813 | 1 | < 0.1% |
| Distinct count | 602 |
|---|---|
| Unique (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.27401111258104 |
|---|---|
| Minimum | 0 |
| Maximum | 82739 |
| Zeros | 26 |
| Zeros (%) | 0.1% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 17 |
| median | 30 |
| Q3 | 54 |
| 95-th percentile | 152 |
| Maximum | 82739 |
| Range | 82739 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 861.4705358 |
|---|---|
| Coefficient of variation (CV) | 13.4030928 |
| Kurtosis | 6392.129618 |
| Mean | 64.27401111 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 76.1167729 |
| Sum | 1943389 |
| Variance | 742131.484 |
| Value | Count | Frequency (%) | |
| 12 | 687 | 2.3% | |
| 19 | 663 | 2.2% | |
| 17 | 660 | 2.2% | |
| 15 | 657 | 2.2% | |
| 18 | 645 | 2.1% | |
| 14 | 641 | 2.1% | |
| 11 | 640 | 2.1% | |
| 13 | 638 | 2.1% | |
| 20 | 636 | 2.1% | |
| 24 | 632 | 2.1% | |
| Other values (592) | 23737 | 78.5% |
| Value | Count | Frequency (%) | |
| 0 | 26 | 0.1% | |
| 1 | 55 | 0.2% | |
| 2 | 122 | 0.4% | |
| 3 | 170 | 0.6% | |
| 4 | 225 | 0.7% |
| Value | Count | Frequency (%) | |
| 82739 | 1 | < 0.1% | |
| 78587 | 1 | < 0.1% | |
| 62234 | 1 | < 0.1% | |
| 42130 | 1 | < 0.1% | |
| 40580 | 1 | < 0.1% |
Average_AS-path_length
Real number (ℝ≥0)
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.171385103849715 |
|---|---|
| Minimum | 4 |
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 6 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 10 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6176362435 |
|---|---|
| Coefficient of variation (CV) | 0.1000806518 |
| Kurtosis | 1.581695649 |
| Mean | 6.171385104 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.5895580897 |
| Sum | 186598 |
| Variance | 0.3814745292 |
| Value | Count | Frequency (%) | |
| 6 | 20092 | 66.5% | |
| 7 | 6680 | 22.1% | |
| 5 | 2818 | 9.3% | |
| 8 | 583 | 1.9% | |
| 9 | 44 | 0.1% | |
| 10 | 10 | < 0.1% | |
| 4 | 9 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4 | 9 | < 0.1% | |
| 5 | 2818 | 9.3% | |
| 6 | 20092 | 66.5% | |
| 7 | 6680 | 22.1% | |
| 8 | 583 | 1.9% |
| Value | Count | Frequency (%) | |
| 10 | 10 | < 0.1% | |
| 9 | 44 | 0.1% | |
| 8 | 583 | 1.9% | |
| 7 | 6680 | 22.1% | |
| 6 | 20092 | 66.5% |
| Distinct count | 34 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.117839661330864 |
|---|---|
| Minimum | 5 |
| Maximum | 107 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 11 |
| median | 13 |
| Q3 | 15 |
| 95-th percentile | 19 |
| Maximum | 107 |
| Range | 102 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.577492145 |
|---|---|
| Coefficient of variation (CV) | 0.2727196122 |
| Kurtosis | 102.412865 |
| Mean | 13.11783966 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 4.586089785 |
| Sum | 396631 |
| Variance | 12.79845005 |
| Value | Count | Frequency (%) | |
| 12 | 4028 | 13.3% | |
| 11 | 3705 | 12.3% | |
| 13 | 3435 | 11.4% | |
| 14 | 3424 | 11.3% | |
| 10 | 2881 | 9.5% | |
| 15 | 2866 | 9.5% | |
| 16 | 2098 | 6.9% | |
| 9 | 1972 | 6.5% | |
| 17 | 1647 | 5.4% | |
| 8 | 1103 | 3.6% | |
| Other values (24) | 3077 | 10.2% |
| Value | Count | Frequency (%) | |
| 5 | 5 | < 0.1% | |
| 6 | 47 | 0.2% | |
| 7 | 522 | 1.7% | |
| 8 | 1103 | 3.6% | |
| 9 | 1972 | 6.5% |
| Value | Count | Frequency (%) | |
| 107 | 1 | < 0.1% | |
| 106 | 1 | < 0.1% | |
| 105 | 4 | < 0.1% | |
| 104 | 1 | < 0.1% | |
| 41 | 1 | < 0.1% |
Average_unique_AS-path_length
Real number (ℝ≥0)
| Distinct count | 8 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.182365392247652 |
|---|---|
| Minimum | 4 |
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 6 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 7 |
| Maximum | 11 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.6172761461 |
|---|---|
| Coefficient of variation (CV) | 0.09984465603 |
| Kurtosis | 1.371464145 |
| Mean | 6.182365392 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.5357796443 |
| Sum | 186930 |
| Variance | 0.3810298405 |
| Value | Count | Frequency (%) | |
| 6 | 19862 | 65.7% | |
| 7 | 7006 | 23.2% | |
| 5 | 2751 | 9.1% | |
| 8 | 559 | 1.8% | |
| 9 | 44 | 0.1% | |
| 4 | 8 | < 0.1% | |
| 10 | 5 | < 0.1% | |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4 | 8 | < 0.1% | |
| 5 | 2751 | 9.1% | |
| 6 | 19862 | 65.7% | |
| 7 | 7006 | 23.2% | |
| 8 | 559 | 1.8% |
| Value | Count | Frequency (%) | |
| 11 | 1 | < 0.1% | |
| 10 | 5 | < 0.1% | |
| 9 | 44 | 0.1% | |
| 8 | 559 | 1.8% | |
| 7 | 7006 | 23.2% |
| Distinct count | 725 |
|---|---|
| Unique (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.776160867839664 |
|---|---|
| Minimum | 0 |
| Maximum | 5516 |
| Zeros | 3191 |
| Zeros (%) | 10.6% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 20 |
| 95-th percentile | 185 |
| Maximum | 5516 |
| Range | 5516 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 119.8170179 |
|---|---|
| Coefficient of variation (CV) | 3.445377952 |
| Kurtosis | 378.5804252 |
| Mean | 34.77616087 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 13.39534628 |
| Sum | 1051492 |
| Variance | 14356.11778 |
| Value | Count | Frequency (%) | |
| 1 | 3218 | 10.6% | |
| 0 | 3191 | 10.6% | |
| 2 | 2733 | 9.0% | |
| 3 | 2234 | 7.4% | |
| 4 | 1833 | 6.1% | |
| 5 | 1457 | 4.8% | |
| 6 | 1182 | 3.9% | |
| 7 | 1036 | 3.4% | |
| 8 | 816 | 2.7% | |
| 9 | 741 | 2.5% | |
| Other values (715) | 11795 | 39.0% |
| Value | Count | Frequency (%) | |
| 0 | 3191 | 10.6% | |
| 1 | 3218 | 10.6% | |
| 2 | 2733 | 9.0% | |
| 3 | 2234 | 7.4% | |
| 4 | 1833 | 6.1% |
| Value | Count | Frequency (%) | |
| 5516 | 1 | < 0.1% | |
| 5008 | 1 | < 0.1% | |
| 4445 | 1 | < 0.1% | |
| 2769 | 1 | < 0.1% | |
| 2724 | 1 | < 0.1% |
Number_of_duplicate_withdrawals
Real number (ℝ≥0)
| Distinct count | 2094 |
|---|---|
| Unique (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 301.9616351369229 |
|---|---|
| Minimum | 0 |
| Maximum | 27624 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 58 |
| median | 132 |
| Q3 | 324 |
| 95-th percentile | 1094 |
| Maximum | 27624 |
| Range | 27624 |
| Interquartile range (IQR) | 266 |
Descriptive statistics
| Standard deviation | 597.0329858 |
|---|---|
| Coefficient of variation (CV) | 1.97718159 |
| Kurtosis | 375.0461343 |
| Mean | 301.9616351 |
| Median Absolute Deviation (MAD) | 92 |
| Skewness | 12.84693036 |
| Sum | 9130112 |
| Variance | 356448.3862 |
| Value | Count | Frequency (%) | |
| 35 | 189 | 0.6% | |
| 40 | 188 | 0.6% | |
| 28 | 180 | 0.6% | |
| 44 | 180 | 0.6% | |
| 37 | 177 | 0.6% | |
| 34 | 177 | 0.6% | |
| 55 | 176 | 0.6% | |
| 39 | 174 | 0.6% | |
| 50 | 173 | 0.6% | |
| 36 | 173 | 0.6% | |
| Other values (2084) | 28449 | 94.1% |
| Value | Count | Frequency (%) | |
| 0 | 8 | < 0.1% | |
| 1 | 16 | 0.1% | |
| 2 | 22 | 0.1% | |
| 3 | 14 | < 0.1% | |
| 4 | 26 | 0.1% |
| Value | Count | Frequency (%) | |
| 27624 | 1 | < 0.1% | |
| 25608 | 1 | < 0.1% | |
| 21572 | 1 | < 0.1% | |
| 14449 | 1 | < 0.1% | |
| 13544 | 1 | < 0.1% |
| Distinct count | 404 |
|---|---|
| Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.0839066014023 |
|---|---|
| Minimum | 0 |
| Maximum | 3688 |
| Zeros | 4576 |
| Zeros (%) | 15.1% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 5 |
| Q3 | 19 |
| 95-th percentile | 78 |
| Maximum | 3688 |
| Range | 3688 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 64.78471609 |
|---|---|
| Coefficient of variation (CV) | 3.225702916 |
| Kurtosis | 854.6452715 |
| Mean | 20.0839066 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 21.9828425 |
| Sum | 607257 |
| Variance | 4197.059439 |
| Value | Count | Frequency (%) | |
| 0 | 4576 | 15.1% | |
| 1 | 3619 | 12.0% | |
| 2 | 2322 | 7.7% | |
| 3 | 2133 | 7.1% | |
| 4 | 1572 | 5.2% | |
| 5 | 1228 | 4.1% | |
| 6 | 1090 | 3.6% | |
| 7 | 925 | 3.1% | |
| 8 | 694 | 2.3% | |
| 9 | 604 | 2.0% | |
| Other values (394) | 11473 | 37.9% |
| Value | Count | Frequency (%) | |
| 0 | 4576 | 15.1% | |
| 1 | 3619 | 12.0% | |
| 2 | 2322 | 7.7% | |
| 3 | 2133 | 7.1% | |
| 4 | 1572 | 5.2% |
| Value | Count | Frequency (%) | |
| 3688 | 1 | < 0.1% | |
| 3338 | 1 | < 0.1% | |
| 2677 | 1 | < 0.1% | |
| 2201 | 1 | < 0.1% | |
| 1996 | 1 | < 0.1% |
| Distinct count | 33 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.848524937161 |
|---|---|
| Minimum | 5 |
| Maximum | 107 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 11 |
| median | 13 |
| Q3 | 15 |
| 95-th percentile | 19 |
| Maximum | 107 |
| Range | 102 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.748123368 |
|---|---|
| Coefficient of variation (CV) | 0.2917162387 |
| Kurtosis | 85.80269489 |
| Mean | 12.84852494 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 3.927857268 |
| Sum | 388488 |
| Variance | 14.04842878 |
| Value | Count | Frequency (%) | |
| 12 | 3897 | 12.9% | |
| 11 | 3490 | 11.5% | |
| 13 | 3367 | 11.1% | |
| 14 | 3252 | 10.8% | |
| 15 | 2768 | 9.2% | |
| 10 | 2710 | 9.0% | |
| 16 | 2037 | 6.7% | |
| 9 | 1919 | 6.3% | |
| 17 | 1575 | 5.2% | |
| 8 | 1188 | 3.9% | |
| Other values (23) | 4033 | 13.3% |
| Value | Count | Frequency (%) | |
| 5 | 93 | 0.3% | |
| 6 | 643 | 2.1% | |
| 7 | 920 | 3.0% | |
| 8 | 1188 | 3.9% | |
| 9 | 1919 | 6.3% |
| Value | Count | Frequency (%) | |
| 107 | 1 | < 0.1% | |
| 106 | 1 | < 0.1% | |
| 105 | 4 | < 0.1% | |
| 104 | 1 | < 0.1% | |
| 34 | 6 | < 0.1% |
Maximum_edit_distance
Real number (ℝ≥0)
| Distinct count | 184 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.67575076068263 |
|---|---|
| Minimum | 0.1 |
| Maximum | 900.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.9 |
| median | 1.5 |
| Q3 | 2.8 |
| 95-th percentile | 7.5 |
| Maximum | 900 |
| Range | 899.9 |
| Interquartile range (IQR) | 1.9 |
Descriptive statistics
| Standard deviation | 33.07775173 |
|---|---|
| Coefficient of variation (CV) | 5.82790773 |
| Kurtosis | 248.458843 |
| Mean | 5.675750761 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 13.99376123 |
| Sum | 171612 |
| Variance | 1094.13766 |
| Value | Count | Frequency (%) | |
| 0.9 | 1877 | 6.2% | |
| 0.8 | 1814 | 6.0% | |
| 0.7 | 1662 | 5.5% | |
| 1.1 | 1602 | 5.3% | |
| 1 | 1475 | 4.9% | |
| 1.2 | 1384 | 4.6% | |
| 0.6 | 1332 | 4.4% | |
| 1.3 | 1137 | 3.8% | |
| 1.4 | 1020 | 3.4% | |
| 0.5 | 976 | 3.2% | |
| Other values (174) | 15957 | 52.8% |
| Value | Count | Frequency (%) | |
| 0.1 | 5 | < 0.1% | |
| 0.2 | 70 | 0.2% | |
| 0.3 | 187 | 0.6% | |
| 0.4 | 522 | 1.7% | |
| 0.5 | 976 | 3.2% |
| Value | Count | Frequency (%) | |
| 900 | 4 | < 0.1% | |
| 800 | 5 | < 0.1% | |
| 700 | 3 | < 0.1% | |
| 600 | 12 | < 0.1% | |
| 500 | 16 | 0.1% |
Inter-arrival_time
Real number (ℝ≥0)
| Distinct count | 12 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.233959518454822 |
|---|---|
| Minimum | 2 |
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 15 |
| Range | 13 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.215507679 |
|---|---|
| Coefficient of variation (CV) | 0.1949816445 |
| Kurtosis | 3.950632456 |
| Mean | 6.233959518 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.437071354 |
| Sum | 188490 |
| Variance | 1.477458917 |
| Value | Count | Frequency (%) | |
| 6 | 13102 | 43.3% | |
| 7 | 10443 | 34.5% | |
| 5 | 2588 | 8.6% | |
| 8 | 2102 | 7.0% | |
| 2 | 1090 | 3.6% | |
| 3 | 375 | 1.2% | |
| 9 | 263 | 0.9% | |
| 4 | 232 | 0.8% | |
| 10 | 35 | 0.1% | |
| 11 | 4 | < 0.1% | |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2 | 1090 | 3.6% | |
| 3 | 375 | 1.2% | |
| 4 | 232 | 0.8% | |
| 5 | 2588 | 8.6% | |
| 6 | 13102 | 43.3% |
| Value | Count | Frequency (%) | |
| 15 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% | |
| 11 | 4 | < 0.1% | |
| 10 | 35 | 0.1% | |
| 9 | 263 | 0.9% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 3705 |
| Value | Count | Frequency (%) | |
| 0 | 26531 | 87.7% | |
| 1 | 3705 | 12.3% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 4028 |
| Value | Count | Frequency (%) | |
| 0 | 26208 | 86.7% | |
| 1 | 4028 | 13.3% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 3435 |
| Value | Count | Frequency (%) | |
| 0 | 26801 | 88.6% | |
| 1 | 3435 | 11.4% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 3424 |
| Value | Count | Frequency (%) | |
| 0 | 26812 | 88.7% | |
| 1 | 3424 | 11.3% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 2857 |
| Value | Count | Frequency (%) | |
| 0 | 27379 | 90.6% | |
| 1 | 2857 | 9.4% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 2098 |
| Value | Count | Frequency (%) | |
| 0 | 28138 | 93.1% | |
| 1 | 2098 | 6.9% |
Maximum_edit_distance_13
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 1647 |
| Value | Count | Frequency (%) | |
| 0 | 28589 | 94.6% | |
| 1 | 1647 | 5.4% |
Maximum_edit_distance_14
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 662 |
| Value | Count | Frequency (%) | |
| 0 | 29574 | 97.8% | |
| 1 | 662 | 2.2% |
Maximum_edit_distance_15
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 604 |
| Value | Count | Frequency (%) | |
| 0 | 29632 | 98.0% | |
| 1 | 604 | 2.0% |
Maximum_edit_distance_16
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 385 |
| Value | Count | Frequency (%) | |
| 0 | 29851 | 98.7% | |
| 1 | 385 | 1.3% |
Maximum_edit_distance_17
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 920 |
| Value | Count | Frequency (%) | |
| 0 | 29316 | 97.0% | |
| 1 | 920 | 3.0% |
Maximum_AS-path_length_7
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 1182 |
| Value | Count | Frequency (%) | |
| 0 | 29054 | 96.1% | |
| 1 | 1182 | 3.9% |
Maximum_AS-path_length_8
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 1903 |
| Value | Count | Frequency (%) | |
| 0 | 28333 | 93.7% | |
| 1 | 1903 | 6.3% |
Maximum_AS-path_length_9
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 2710 |
| Value | Count | Frequency (%) | |
| 0 | 27526 | 91.0% | |
| 1 | 2710 | 9.0% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 3490 |
| Value | Count | Frequency (%) | |
| 0 | 26746 | 88.5% | |
| 1 | 3490 | 11.5% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 3897 |
| Value | Count | Frequency (%) | |
| 0 | 26339 | 87.1% | |
| 1 | 3897 | 12.9% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 3367 |
| Value | Count | Frequency (%) | |
| 0 | 26869 | 88.9% | |
| 1 | 3367 | 11.1% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 3252 |
| Value | Count | Frequency (%) | |
| 0 | 26984 | 89.2% | |
| 1 | 3252 | 10.8% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 2759 |
| Value | Count | Frequency (%) | |
| 0 | 27477 | 90.9% | |
| 1 | 2759 | 9.1% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| 0 | |
|---|---|
| 1 | 2037 |
| Value | Count | Frequency (%) | |
| 0 | 28199 | 93.3% | |
| 1 | 2037 | 6.7% |
| Distinct count | 962 |
|---|---|
| Unique (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.8407527450721 |
|---|---|
| Minimum | 0 |
| Maximum | 22285 |
| Zeros | 31 |
| Zeros (%) | 0.1% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 47 |
| median | 73 |
| Q3 | 137 |
| 95-th percentile | 324 |
| Maximum | 22285 |
| Range | 22285 |
| Interquartile range (IQR) | 90 |
Descriptive statistics
| Standard deviation | 360.2402315 |
|---|---|
| Coefficient of variation (CV) | 2.840098499 |
| Kurtosis | 1734.362969 |
| Mean | 126.8407527 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 35.34201326 |
| Sum | 3835157 |
| Variance | 129773.0244 |
| Value | Count | Frequency (%) | |
| 50 | 369 | 1.2% | |
| 43 | 356 | 1.2% | |
| 48 | 346 | 1.1% | |
| 42 | 345 | 1.1% | |
| 52 | 343 | 1.1% | |
| 45 | 343 | 1.1% | |
| 51 | 337 | 1.1% | |
| 58 | 334 | 1.1% | |
| 46 | 334 | 1.1% | |
| 57 | 333 | 1.1% | |
| Other values (952) | 26796 | 88.6% |
| Value | Count | Frequency (%) | |
| 0 | 31 | 0.1% | |
| 2 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 8 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 22285 | 1 | < 0.1% | |
| 21801 | 1 | < 0.1% | |
| 20454 | 1 | < 0.1% | |
| 17860 | 1 | < 0.1% | |
| 13797 | 1 | < 0.1% |
| Distinct count | 47 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2974930546368567 |
|---|---|
| Minimum | 0 |
| Maximum | 218 |
| Zeros | 27309 |
| Zeros (%) | 90.3% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 218 |
| Range | 218 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.395954986 |
|---|---|
| Coefficient of variation (CV) | 8.053818229 |
| Kurtosis | 2913.915131 |
| Mean | 0.2974930546 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 42.67050751 |
| Sum | 8995 |
| Variance | 5.740600297 |
| Value | Count | Frequency (%) | |
| 0 | 27309 | 90.3% | |
| 1 | 1134 | 3.8% | |
| 2 | 857 | 2.8% | |
| 3 | 395 | 1.3% | |
| 4 | 212 | 0.7% | |
| 5 | 88 | 0.3% | |
| 6 | 62 | 0.2% | |
| 7 | 41 | 0.1% | |
| 8 | 22 | 0.1% | |
| 9 | 19 | 0.1% | |
| Other values (37) | 97 | 0.3% |
| Value | Count | Frequency (%) | |
| 0 | 27309 | 90.3% | |
| 1 | 1134 | 3.8% | |
| 2 | 857 | 2.8% | |
| 3 | 395 | 1.3% | |
| 4 | 212 | 0.7% |
| Value | Count | Frequency (%) | |
| 218 | 1 | < 0.1% | |
| 127 | 1 | < 0.1% | |
| 107 | 1 | < 0.1% | |
| 104 | 1 | < 0.1% | |
| 79 | 1 | < 0.1% |
| Distinct count | 196 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.917052520174627 |
|---|---|
| Minimum | 0 |
| Maximum | 1807 |
| Zeros | 2446 |
| Zeros (%) | 8.1% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 10 |
| Q3 | 16 |
| 95-th percentile | 32 |
| Maximum | 1807 |
| Range | 1807 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 29.03666698 |
|---|---|
| Coefficient of variation (CV) | 2.247932873 |
| Kurtosis | 1966.313662 |
| Mean | 12.91705252 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 37.74118142 |
| Sum | 390560 |
| Variance | 843.1280294 |
| Value | Count | Frequency (%) | |
| 0 | 2446 | 8.1% | |
| 3 | 1472 | 4.9% | |
| 6 | 1456 | 4.8% | |
| 5 | 1448 | 4.8% | |
| 7 | 1428 | 4.7% | |
| 4 | 1420 | 4.7% | |
| 2 | 1415 | 4.7% | |
| 8 | 1366 | 4.5% | |
| 10 | 1321 | 4.4% | |
| 11 | 1297 | 4.3% | |
| Other values (186) | 15167 | 50.2% |
| Value | Count | Frequency (%) | |
| 0 | 2446 | 8.1% | |
| 1 | 1143 | 3.8% | |
| 2 | 1415 | 4.7% | |
| 3 | 1472 | 4.9% | |
| 4 | 1420 | 4.7% |
| Value | Count | Frequency (%) | |
| 1807 | 1 | < 0.1% | |
| 1796 | 1 | < 0.1% | |
| 1777 | 1 | < 0.1% | |
| 1450 | 1 | < 0.1% | |
| 1210 | 1 | < 0.1% |
Packet_size_bytes
Real number (ℝ≥0)
| Distinct count | 1506 |
|---|---|
| Unique (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 661.9944437094854 |
|---|---|
| Minimum | 0 |
| Maximum | 14975 |
| Zeros | 31 |
| Zeros (%) | 0.1% |
| Memory size | 236.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 221 |
| Q1 | 240 |
| median | 265 |
| Q3 | 299 |
| 95-th percentile | 506.5 |
| Maximum | 14975 |
| Range | 14975 |
| Interquartile range (IQR) | 59 |
Descriptive statistics
| Standard deviation | 1761.450626 |
|---|---|
| Coefficient of variation (CV) | 2.660823883 |
| Kurtosis | 17.52735114 |
| Mean | 661.9944437 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 4.362501777 |
| Sum | 20016064 |
| Variance | 3102708.308 |
| Value | Count | Frequency (%) | |
| 241 | 391 | 1.3% | |
| 240 | 384 | 1.3% | |
| 239 | 368 | 1.2% | |
| 234 | 367 | 1.2% | |
| 243 | 361 | 1.2% | |
| 238 | 357 | 1.2% | |
| 249 | 354 | 1.2% | |
| 244 | 351 | 1.2% | |
| 236 | 351 | 1.2% | |
| 250 | 350 | 1.2% | |
| Other values (1496) | 26602 | 88.0% |
| Value | Count | Frequency (%) | |
| 0 | 31 | 0.1% | |
| 68 | 1 | < 0.1% | |
| 81 | 1 | < 0.1% | |
| 117 | 1 | < 0.1% | |
| 121 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 14975 | 1 | < 0.1% | |
| 14243 | 1 | < 0.1% | |
| 13971 | 1 | < 0.1% | |
| 13957 | 1 | < 0.1% | |
| 13697 | 1 | < 0.1% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| -1 | |
|---|---|
| 1 | 4993 |
| Value | Count | Frequency (%) | |
| -1 | 25243 | 83.5% | |
| 1 | 4993 | 16.5% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.834865723 |
| Min length | 1 |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| normal | |
|---|---|
| anomaly | 4993 |
| Value | Count | Frequency (%) | |
| normal | 25243 | 83.5% | |
| anomaly | 4993 | 16.5% |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.165134277 |
| Min length | 6 |
category
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| Code_Red_I | |
|---|---|
| Nimda | |
| Slammer | |
| RIPE_regular | |
| BCNET_regular | 1440 |
| Value | Count | Frequency (%) | |
| Code_Red_I | 7200 | 23.8% | |
| Nimda | 7200 | 23.8% | |
| Slammer | 7200 | 23.8% | |
| RIPE_regular | 7196 | 23.8% | |
| BCNET_regular | 1440 | 4.8% |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 8.713851038 |
| Min length | 5 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Number_of_announcements | Number_of_withdrawals | Number_of_announced_NLRI_prefixes | Number_of_withdrawn_NLRI_prefixes | Average_AS-path_length | Maximum_AS-path_length | Average_unique_AS-path_length | Number_of_duplicate_announcements | Number_of_duplicate_withdrawals | Number_of_implicit_withdrawals | Average_edit_distance | Maximum_edit_distance | Inter-arrival_time | Maximum_edit_distance_7 | Maximum_edit_distance_8 | Maximum_edit_distance_9 | Maximum_edit_distance_10 | Maximum_edit_distance_11 | Maximum_edit_distance_12 | Maximum_edit_distance_13 | Maximum_edit_distance_14 | Maximum_edit_distance_15 | Maximum_edit_distance_16 | Maximum_edit_distance_17 | Maximum_AS-path_length_7 | Maximum_AS-path_length_8 | Maximum_AS-path_length_9 | Maximum_AS-path_length_10 | Maximum_AS-path_length_11 | Maximum_AS-path_length_12 | Maximum_AS-path_length_13 | Maximum_AS-path_length_14 | Maximum_AS-path_length_15 | Number_of_Interior_Gateway_Protocol_IGP_packets | Number_of_Exterior_Gateway_Protocol_EGP_packets | Number_of_incomplete_packets | Packet_size_bytes | Anomalous | type | category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 57 | 8 | 203 | 16 | 6 | 15 | 6 | 206 | 150 | 20 | 6 | 100.0 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 60 | 0 | 0 | 8079 | -1 | normal | BCNET_regular |
| 1 | 62 | 23 | 361 | 75 | 6 | 16 | 6 | 398 | 355 | 120 | 6 | 1.1 | 3 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 68 | 0 | 0 | 9515 | -1 | normal | BCNET_regular |
| 2 | 74 | 12 | 398 | 23 | 6 | 12 | 6 | 433 | 323 | 28 | 7 | 1.2 | 3 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 75 | 0 | 0 | 8632 | -1 | normal | BCNET_regular |
| 3 | 70 | 4 | 543 | 49 | 6 | 27 | 6 | 568 | 210 | 72 | 8 | 1.1 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 72 | 0 | 0 | 9227 | -1 | normal | BCNET_regular |
| 4 | 51 | 4 | 347 | 4 | 5 | 8 | 5 | 439 | 263 | 5 | 6 | 0.8 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 52 | 0 | 0 | 7831 | -1 | normal | BCNET_regular |
| 5 | 72 | 16 | 469 | 53 | 6 | 12 | 6 | 539 | 336 | 86 | 6 | 1.2 | 3 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 77 | 0 | 0 | 8694 | -1 | normal | BCNET_regular |
| 6 | 63 | 7 | 374 | 26 | 6 | 10 | 5 | 518 | 238 | 27 | 7 | 1.0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 65 | 0 | 0 | 8040 | -1 | normal | BCNET_regular |
| 7 | 77 | 15 | 554 | 188 | 6 | 16 | 6 | 699 | 473 | 583 | 7 | 1.3 | 3 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 79 | 0 | 0 | 9310 | -1 | normal | BCNET_regular |
| 8 | 72 | 9 | 535 | 119 | 6 | 10 | 6 | 636 | 721 | 182 | 7 | 1.2 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 74 | 0 | 0 | 9180 | -1 | normal | BCNET_regular |
| 9 | 61 | 9 | 268 | 64 | 5 | 10 | 5 | 293 | 146 | 68 | 6 | 1.0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 63 | 0 | 0 | 7218 | -1 | normal | BCNET_regular |
Last rows
| Number_of_announcements | Number_of_withdrawals | Number_of_announced_NLRI_prefixes | Number_of_withdrawn_NLRI_prefixes | Average_AS-path_length | Maximum_AS-path_length | Average_unique_AS-path_length | Number_of_duplicate_announcements | Number_of_duplicate_withdrawals | Number_of_implicit_withdrawals | Average_edit_distance | Maximum_edit_distance | Inter-arrival_time | Maximum_edit_distance_7 | Maximum_edit_distance_8 | Maximum_edit_distance_9 | Maximum_edit_distance_10 | Maximum_edit_distance_11 | Maximum_edit_distance_12 | Maximum_edit_distance_13 | Maximum_edit_distance_14 | Maximum_edit_distance_15 | Maximum_edit_distance_16 | Maximum_edit_distance_17 | Maximum_AS-path_length_7 | Maximum_AS-path_length_8 | Maximum_AS-path_length_9 | Maximum_AS-path_length_10 | Maximum_AS-path_length_11 | Maximum_AS-path_length_12 | Maximum_AS-path_length_13 | Maximum_AS-path_length_14 | Maximum_AS-path_length_15 | Number_of_Interior_Gateway_Protocol_IGP_packets | Number_of_Exterior_Gateway_Protocol_EGP_packets | Number_of_incomplete_packets | Packet_size_bytes | Anomalous | type | category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 30226 | 28 | 1 | 44 | 1 | 6 | 8 | 6 | 1 | 24 | 0 | 8 | 0.4 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 19 | 0 | 9 | 219 | -1 | normal | Slammer |
| 30227 | 29 | 4 | 93 | 18 | 7 | 12 | 7 | 0 | 45 | 5 | 12 | 0.5 | 6 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 28 | 0 | 1 | 266 | -1 | normal | Slammer |
| 30228 | 47 | 6 | 76 | 12 | 6 | 11 | 6 | 1 | 44 | 2 | 11 | 0.8 | 6 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 42 | 0 | 5 | 221 | -1 | normal | Slammer |
| 30229 | 61 | 5 | 137 | 27 | 7 | 19 | 7 | 13 | 68 | 10 | 19 | 1.1 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 59 | 0 | 2 | 248 | -1 | normal | Slammer |
| 30230 | 51 | 4 | 79 | 6 | 6 | 19 | 7 | 6 | 64 | 1 | 19 | 0.9 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 50 | 0 | 1 | 220 | -1 | normal | Slammer |
| 30231 | 44 | 5 | 90 | 21 | 6 | 18 | 6 | 13 | 58 | 2 | 18 | 0.8 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 39 | 0 | 5 | 243 | -1 | normal | Slammer |
| 30232 | 21 | 1 | 39 | 1 | 6 | 11 | 6 | 0 | 13 | 0 | 11 | 0.3 | 6 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 18 | 0 | 3 | 222 | -1 | normal | Slammer |
| 30233 | 17 | 3 | 49 | 6 | 6 | 11 | 6 | 0 | 11 | 0 | 11 | 0.3 | 7 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 16 | 0 | 1 | 241 | -1 | normal | Slammer |
| 30234 | 27 | 5 | 58 | 7 | 6 | 19 | 6 | 4 | 19 | 1 | 19 | 0.5 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20 | 0 | 7 | 223 | -1 | normal | Slammer |
| 30235 | 24 | 7 | 43 | 15 | 6 | 19 | 6 | 3 | 12 | 2 | 19 | 0.5 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 21 | 0 | 3 | 218 | -1 | normal | Slammer |
Most frequent
| Number_of_announcements | Number_of_withdrawals | Number_of_announced_NLRI_prefixes | Number_of_withdrawn_NLRI_prefixes | Average_AS-path_length | Maximum_AS-path_length | Average_unique_AS-path_length | Number_of_duplicate_announcements | Number_of_duplicate_withdrawals | Number_of_implicit_withdrawals | Average_edit_distance | Maximum_edit_distance | Inter-arrival_time | Maximum_edit_distance_7 | Maximum_edit_distance_8 | Maximum_edit_distance_9 | Maximum_edit_distance_10 | Maximum_edit_distance_11 | Maximum_edit_distance_12 | Maximum_edit_distance_13 | Maximum_edit_distance_14 | Maximum_edit_distance_15 | Maximum_edit_distance_16 | Maximum_edit_distance_17 | Maximum_AS-path_length_7 | Maximum_AS-path_length_8 | Maximum_AS-path_length_9 | Maximum_AS-path_length_10 | Maximum_AS-path_length_11 | Maximum_AS-path_length_12 | Maximum_AS-path_length_13 | Maximum_AS-path_length_14 | Maximum_AS-path_length_15 | Number_of_Interior_Gateway_Protocol_IGP_packets | Number_of_Exterior_Gateway_Protocol_EGP_packets | Number_of_incomplete_packets | Packet_size_bytes | Anomalous | type | category | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 14 | 2 | 21 | 74 | 6 | 9 | 6 | 0 | 2 | 0 | 9 | 0.2 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly | Nimda | 9 |
| 3 | 110 | 6 | 246 | 65 | 7 | 15 | 7 | 8 | 119 | 15 | 15 | 1.9 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly | Nimda | 9 |
| 2 | 86 | 2 | 292 | 17 | 6 | 9 | 6 | 4 | 134 | 0 | 9 | 1.4 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly | Nimda | 7 |
| 0 | 10 | 2 | 22 | 2 | 6 | 8 | 6 | 0 | 1 | 0 | 8 | 0.2 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | -1 | normal | Nimda | 6 |